The cafe buzzed, a symphony of chatter and clinking cutlery. Elias, hunched over his lukewarm coffee, felt the familiar tremor in his chest. A guitarist took the tiny stage. A few chords, a hesitant vocal, and then the opening bars of “Fallen Leaves” filled the air. Elias’s stomach lurched. He gripped the chipped ceramic mug so tightly his knuckles whitened.

He hadn't written a new song in months. Every attempt felt futile, a pale imitation of his past successes. This cover, this effortless rendition, it felt like someone else was walking on ground he used to tread, and doing it with a confidence he no longer possessed.

He thought of the recording session, the rush of inspiration that had birthed the tune. Now, the song was being stripped bare, re-dressed in someone else's style. He felt a cold dread crawl up his spine, a sensation of helplessness he fought to keep hidden. He almost wished he could disappear, evaporate into the cafe’s background noise.

Emotion: dependent

Cluster: Shame / Guilt
PC1 (Valence): -1.05 Negative
PC2 (Disposition): 0.69

Role in Research

This story is one of 1,000 stories generated for the emotion dependent. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 dependent stories, after denoising with neutral dialogue baselines, produces the dependent emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the dependent vector is projected through the unembedding matrix.

Promoted:
de0.489
缺乏0.395
even0.310
either0.301
'0.297
Suppressed:
笑道-0.309
不久-0.293
一脸-0.263
затем-0.263
庆祝-0.258